Audio Classification on NS-Instruments (test)
73.24AccuracyMUKA
Evaluation results
| Method | Links | |
|---|---|---|
| MUKATraining Approach=Training-free, Shots=16, Backbone=PENGI2026.02 | 73.24 | |
| Linear ProbingTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.02 | 66.85 | |
| PaLMTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.02 | 63.83 | |
| CoCoOpTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.02 | 60.58 | |
| CoOpTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.02 | 58.22 | |
| Treff-AdapterTraining Approach=Training-free, Shots=16, Backbone=PENGI2026.02 | 49.89 | |
| Zero-ShotTraining Approach=Training-free, Shots=0, Backbone=PENGI2026.02 | 32.91 |